Best practices for API design in 2024 - Latest Updates
Best practices for API design in 2024
March 25, 2026
AI isn’t just reducing roles. It’s merging them. In many teams today, functions like QA are being heavily impacted—not just optimized, but in some cases, completely removed. This isn’t new. When ATMs arrived, people predicted bank tellers would disappear. Instead, the role evolved into something broader and more valuable.
The same shift is happening now:
• QA → Engineering • Engineering → Product • Product → Strategy
Execution is getting automated. Thinking is becoming the differentiator.
QA professionals, for example, bring: • Deep understanding of failure modes • Strong edge-case thinking • Ability to anticipate risks early
These are not just testing skills. They are product and system thinking skills.
AI can generate code, tests, even roadmaps. But it cannot navigate context, trade-offs, or human dynamics. That’s where the real value is moving.
📌 The shift is simple: Don’t protect your role. Expand your thinking.
#AI #FutureOfWork #SoftwareEngineering #QualityEngineering #ProductThinking #Leadership #Innovation